(2015/09) Drone Imagery Economics
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Some thoughts on Drone Imagery Economics and general Drone Economics. What the cheap drones, appropriate algorithms, cheap Cloud Computing and lots of OpenSource resources such as drone OSes and open drone hardware designes mean to the mapping industry at large.
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familonet_portraits_derkevin.com_kevinmcelvaney 7David Nellessen is co-founder and CTO of Familonet, a Hamburg-based start-up which has developed a mobile app for secure communication within families. Born and grown up in Münster, he studied mathematics at Freiburg University, focusing on Quaternionic-Kähler Geometry. At that time, he ran an agency for web development. After graduating with a diploma degree in mathematics and economics, he looked for new business models for product development and, together with Hauke Windmüller and Michael Asshauer, co-founded Familonet, a start-up that now has over a million users worldwide.
GeoMonday 2015.3 - Chances & challenges of unmanned aviation
This document discusses the opportunities and challenges of unmanned aviation. It notes various commercial applications of drones like precision agriculture, infrastructure inspection, and disaster relief. However, it also outlines challenges like general acceptance, regulatory compliance, data protection, and liability issues. The document warns of potential hazards, like drones interfering with emergency response efforts or being used for criminal activities like smuggling. It examines detection and countermeasure technologies for drones. Finally, it discusses the challenges of further integrating drones into civil airspace and ensuring their safe, ethical, and regulated use as the technology continues to develop.
komoot @ Geo-Monday & LMBA
Short live presentation of the komoot app at geo-monday.
Explained technologies we develop to deliver a great outdoor experience.
Included business model.
Download the komoot app and try it yourself.
Towards an adaptable spatial processing architecture
An Adaptable Spatial Processing Architecture (ASPA) is what is needed to meet the demands of both multidisciplinary and specialized applications. ASPA fundamentals are based on a GFM that has a set of functional (GISP) primitives clearly defined that allows the automatic construction of a SOM. ASPA has to be designed based on the six continuity criterions given above. In this respect, ASPA would be an expert monitor based on a high level language consisting of spatial operators that have definable hierarchical constructs. These spatial operators can be organized following a programmable schema that would allow them to generate the SOM. ASPA would work in conjunction with a data base management system (DBMS). The DBMS would respond to both spatial and non-spatial operators. The heart of ASPA and the DBMS would be a GFM.
COMIT Dec 2016 - Innovation in Mapping Survey Inspection
Presentation by Future Aerial at the COMIT Winter Community Day held in High Wycombe, 1st December & hosted by IFS.
Using Drones For Aerial Imagery
The document provides information about Skylark Aerial Photography, a business that uses drones to provide aerial imagery services. It discusses Simon Handley's background as the owner, the types of drones used including quadcopters and fixed wing models, and the commercial services offered, which include aerial photography, inspections, surveys, and video/film work. Regulations for drone operation are also summarized, including licensing requirements from the CAA. Examples of assignments are shown to demonstrate the business' work.
The future of oblique and 3 d mapping for city planning and management tren...
The future of oblique and 3 d mapping - the evolution of GIS, from image to information to knowledge
Lorenzo Martelletti Pix4D
Pix4D is a software development company that creates Pix4Dmapper, leading professional mapping software for UAV, aerial, and ground imagery. Pix4Dmapper is used globally by thousands of professional surveyors, engineers, agronomists, and photogrammetrists. Pix4D also works with UAV manufacturers to ensure compatibility with leading sensors and autopilots. Their software allows both professional and prosumer drones to create accurate maps, models, and measurements that can be used for applications such as agriculture and construction.
Remote Sensing with a Drone
In this presentation I show my exploration into the use of a Drone, or Small Unmanned Aerial System (sUAS), to perform remote sensing. At a high-level I introduce the concepts to leveraging this platform to generate spatial data for use in a variety of disciplines. I generally discuss the process of collecting and processing data, displace the data generated, discuss a few advantages, and give my perspective on where this platform can be utilized.
Reconstructing 3d Models from Drone Flights
The document discusses reconstructing a 3D model of a ruined church in 3 steps: (1) Taking drone footage and extracting still images, (2) Using VisualSFM software to generate a point cloud from the images showing the structure of the church, (3) Processing the point cloud in Meshlab to reconstruct a 3D mesh and apply textures to create a 3D model.
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GeoMonday 2015.3 – A practical guide to use drones
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GeoMonday 2016.2 - Familonet - Hyper-Accurate Mobile Geolocation Apps
GeoMonday 2016.2 - Familonet - Hyper-Accurate Mobile Geolocation Apps
GeoMonday 2015.3 - Chances & challenges of unmanned aviation
GeoMonday 2015.3 - Chances & challenges of unmanned aviation
Towards an adaptable spatial processing architecture
Towards an adaptable spatial processing architecture
COMIT Dec 2016 - Innovation in Mapping Survey Inspection
COMIT Dec 2016 - Innovation in Mapping Survey Inspection
The future of oblique and 3 d mapping for city planning and management tren...
The future of oblique and 3 d mapping for city planning and management tren...
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Data Challenges with 3D Computer Vision
A wide range of end user and industrial applications rely on accurate 3D scene representation. Automated 3D modelling from optical sensors such as LIDAR scanners, stereo or RGBD cameras became inevitable since this enables to replace the time consuming manual 3D modelling process. However, optical sensors deliver extremely high amount of data which is required to be processed to information. An 8 bit stereo system with 9MPx colour images delivers 4GB of data per second. Being able to make sense out of this enormous flow of data is a huge and ongoing research and development task. This talk will give an overview of the challenges w Title hich naturally involve efficient search, storage and scalable algorithms for information extraction from 3D data. Also an overview of practical implications on 3D reconstruction of cities, autonomous driving in public and industrial facilities, or inspection and monitoring as part of security strategies will be presented.
陸永祥/全球網路攝影機帶來的機會與挑戰
This document summarizes recent progress and opportunities in analyzing data from global network cameras. It discusses the CAM2 system, a general-purpose computing platform for analyzing large amounts of image data from thousands of cameras worldwide. CAM2 has demonstrated the ability to analyze billions of images per day using cloud computing resources. It aims to provide abundant real-world image data and computing power for computer vision and machine learning applications. The document also outlines several challenges in managing and analyzing data from networked cameras at a large scale.
Can We Make Maps from Videos? ~From AI Algorithm to Engineering for Continuou...
ドライブレコーダ映像を AI で解析することで地図の作成やメンテナンスを低コスト化するための取り組みについて発表します。
コアとなるコンピュータビジョン技術の他、効率的な開発を支える DeNAならでのエンジニアリング事例もご紹介します。
Google Cloud - Scale With A Smile (Dec 2014)
"Google's ability to build, organize, and operate a huge network of servers and fiber-optic cables with an efficiency and speed that rocks physics on its heels. This is what makes Google Google: its physical network, its thousands of fiber miles, and those many thousands of servers that, in aggregate, add up to the mother of all clouds.” - Wired
---
Well, Wired hit the nail on the head with this quote about our platform. In this presentation we cover most of the new interesting features that will give you the ability to scale with (a big) smile!
Big Data Analytics Strategy and Roadmap
This document provides an overview of big data analytics, strategies, and the WSO2 big data platform. It discusses how the amount of data in the world is growing exponentially due to factors like increased data collection and the internet of things. It then summarizes the WSO2 big data platform for collecting, processing, analyzing and visualizing large datasets. Key components include the complex event processor for query processing and the business activity monitor for dashboards. The document concludes by outlining new developments and features being worked on, such as distributed complex event processing and machine learning integration.
Keynote: Faster, Better, Cheaper: Pick all Three! By Miles Ward of Google
Pre-viz? Rendering? Post-processing? Transcoding? Media Archival? Online Distribution? On-Demand Playback? Today making a movie sounds a lot more like a development project for geeks than artwork for the silver screen.
A Cloud Platform to support User-Provided Mobile Services
The document discusses a cloud platform called Webinos that supports user-provided mobile services. Webinos defines APIs that allow device capabilities like filesystems and geolocation to be accessed as services. It provides mechanisms for dynamic service registration and discovery across devices. Webinos also handles access control and data sharing policies to enable applications on different devices to communicate as services. Example scenarios demonstrated include addressbook management and remote control applications that can leverage Webinos to access services across devices.
Our Data Ourselves, Pydata 2015
We issued 20 young coders with smartphones pre-loaded with an app that gathered data on the network activity of the other apps they used. Their data was captured using the Python-based data portal CKAN, analysed with SciKit-Learn, then returned to them using Docker and the Ipython Notebook. Python also played a role in the reverse-engineering of some of the more interesting apps we discovered.
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The document outlines various automation projects undertaken by CSIRO's Autonomous Systems Laboratory related to surface mining. It describes projects involving autonomous digging for rope shovels, dragline swing assist using digital terrain mapping, excavator guidance using laser scanning, truck load volume measurement using laser scanning, automated load haul dump vehicles, and automated explosive loading. It also lists past, present, and proposed projects and provides an overview of the laboratory's areas of research including robot navigation, sensor networks, and unmanned aerial and underwater vehicles.
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HIGH PERFORMANCE EDGE DATA PROCESSING SOFTWARE FOR ROBOTIC APPLICATIONS
Robotic edge autonomous systems is a fast growing market with as fast growing challenges:
Sophisticated applications,
Increasing demand in complexity:
Communications with other systems,
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- Improved sensors (more and faster data)
https://klepsydra.com/demos-media/#earth-observation-throughput
OpenCL & the Future of Desktop High Performance Computing in CAD
Modern desktop computers have more compute capabilities than ever before. Most of these systems include both a central processing unit (CPU) and a graphics processing unit (GPU), each consisting of multiple computing cores providing tremendous processing power. To date, harnessing the total processing power of a desktop workstation, fully utilizing both the CPU and GPU, has proven difficult for software developers. CPUs and GPUs have few similarities in both design and programming models. OpenCL is the tool that bridges the gap for software developers and enables them to fully tap into the power of both processors with a single software programming interface.
This presentation will examine the details of CPUs and GPUs, explore their differences and similarities, and highlight the computing power they can provide. We will also take a look OpenCL, what it is, what it does, and how this new computing interface will change the way software developers create software and help end users fully realize the compute power contained within today’s modern desktop computers.
Overview of Cloud Computing
This document provides an overview of cloud computing presented by Ganesh Neelakanta Iyer. It begins with Ganesh introducing himself and his research interests in cloud computing, resource allocation, and pricing. He then provides a basic introduction to cloud computing, discussing how common technologies like YouTube, Google, and Facebook utilize cloud computing. The document outlines different cloud service models including Software as a Service, Platform as a Service, and Infrastructure as a Service. It also discusses some challenges of cloud computing and tips for getting started. Ganesh describes his research focusing on auction-based and incentive-based mechanisms for multiple cloud orchestration. He concludes with future projections about cloud computing growth and job opportunities in India.
Bring Satellite and Drone Imagery into your Data Science Workflows
Overhead imagery from satellites and drones have entered the mainstream of how we explore, understand, and tell stories about our world.
Augmented Reality Application - Final Year Project
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Welcome to CloudLand - DevOps Seattle Feb 2020
Like a kid in a theme park, the number of shiny exciting new technologies teams encounter as they move into and re-architect for the cloud can be overwhelming. Thus we welcome you, to CloudLand! Adopting the cloud comes with a lot of questions to explore and tools to learn. Why should I care about "Cloud Native?" What technologies count as “Cloud Native?" What Cloud Native technologies does my team/business need and why? Through colorful illustrations and a memorable theme park analogy, you will learn:
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DATA LAKE AND THE RISE OF THE MICROSERVICES - ALEX BORDEI
Alex Bordei is a developer turned Product Manager. He has been developing infrastructure products for over nine years. Before becoming Bigstep’s Product Manager, he was one of the core developers for Hostway Corporation’s provisioning platform. He then focused on defining and developing products for Hostway’s EMEA market and was one of the pioneers of virtualization in the company. After successfully launching two public clouds based on VMware software, he created the first prototype of Bigstep’s Full Metal Cloud in 2011. He now focuses on guaranteeing that the Full Metal Cloud is the highest performance cloud in the world, for big data applications.
DockerCon EU 2015: Day 1 General Session
DockerCon EU 2015: Day 1 General Session
More information on the Docker announcements: http://blog.docker.com/2015/11/dockercon-eu-2015-day-1/
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This document discusses the key aspects of cloud computing. It begins by outlining the massive scale of today's clouds, with companies like Facebook, Microsoft, and Amazon operating clouds with tens or hundreds of thousands of servers. It then describes the main categories of cloud services - Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and Software as a Service (SaaS) - which allow on-demand access to computing resources. Finally, it notes that clouds are data-intensive in nature and have enabled new programming paradigms like MapReduce that make it easy to write highly parallel programs for large datasets.
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My burning issue is homelessness in Kansas City, MO
To: Tom Tresser
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The Building Blocks of QuestDB, a Time Series Database
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
毕业原版【微信:41543339】【(Chester毕业证书)切斯特大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
End-to-end pipeline agility - Berlin Buzzwords 2024
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
一比一原版(UofS毕业证书)萨省大学毕业证如何办理
原版定制【微信:41543339】【(UofS毕业证书)萨省大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
The Ipsos - AI - Monitor 2024 Report.pdf
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
University of New South Wales degree offer diploma Transcript
澳洲UNSW毕业证书制作新南威尔士大学假文凭定制Q微168899991做UNSW留信网教留服认证海牙认证改UNSW成绩单GPA做UNSW假学位证假文凭高仿毕业证申请新南威尔士大学University of New South Wales degree offer diploma Transcript
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
毕业原版【微信:41543339】【(牛布毕业证书)牛津布鲁克斯大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UIUC毕业证)伊利诺伊大学|厄巴纳-香槟分校毕业证如何办理
UIUC毕业证offer【微信95270640】☀《伊利诺伊大学|厄巴纳-香槟分校毕业证购买》GoogleQ微信95270640《UIUC毕业证模板办理》加拿大文凭、本科、硕士、研究生学历都可以做,二、业务范围：
★、全套服务：毕业证、成绩单、化学专业毕业证书伪造《伊利诺伊大学|厄巴纳-香槟分校大学毕业证》Q微信95270640《UIUC学位证书购买》
(诚招代理)办理国外高校毕业证成绩单文凭学位证,真实使馆公证（留学回国人员证明）真实留信网认证国外学历学位认证雅思代考国外学校代申请名校保录开请假条改GPA改成绩ID卡
1.高仿业务:【本科硕士】毕业证,成绩单（GPA修改）,学历认证（教育部认证）,大学Offer,,ID,留信认证,使馆认证,雅思,语言证书等高仿类证书；
2.认证服务: 学历认证（教育部认证）,大使馆认证（回国人员证明）,留信认证（可查有编号证书）,大学保录取,雅思保分成绩单。
3.技术服务：钢印水印烫金激光防伪凹凸版设计印刷激凸温感光标底纹镭射速度快。
办理伊利诺伊大学|厄巴纳-香槟分校伊利诺伊大学|厄巴纳-香槟分校毕业证offer流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）
-办理真实使馆公证（即留学回国人员证明）
-办理各国各大学文凭（世界名校一对一专业服务,可全程监控跟踪进度）
-全套服务：毕业证成绩单真实使馆公证真实教育部认证。让您回国发展信心十足！
（详情请加一下 文凭顾问+微信:95270640）欢迎咨询！的鬼地方父亲的家在高楼最底屋最下面很矮很黑是很不显眼的地下室父亲的家安在别人脚底下须绕过高楼旁边的垃圾堆下八个台阶才到父亲的家很狭小除了一张单人床和一张小方桌几乎没有多余的空间山娃一下子就联想起学校的男小便处山娃很想笑却怎么也笑不出来山娃很迷惑父亲的家除了一扇小铁门连窗户也没有墓穴一般阴森森有些骇人父亲的城也便成了山娃的城父亲的家也便成了山娃的家父亲让山娃呆在屋里做作业看电视最多只能在门口透透气间
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdf
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
原版定制【微信:41543339】【(Bradford毕业证书)布拉德福德大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(Harvard毕业证书)哈佛大学毕业证如何办理
毕业原版【微信:41543339】【(Harvard毕业证书)哈佛大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Natural Language Processing (NLP), RAG and its applications .pptx
1. In the realm of Natural Language Processing (NLP), knowledge-intensive tasks such as question answering, fact verification, and open-domain dialogue generation require the integration of vast and up-to-date information. Traditional neural models, though powerful, struggle with encoding all necessary knowledge within their parameters, leading to limitations in generalization and scalability. The paper "Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks" introduces RAG (Retrieval-Augmented Generation), a novel framework that synergizes retrieval mechanisms with generative models, enhancing performance by dynamically incorporating external knowledge during inference.
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
毕业原版【微信:41543339】【(Coventry毕业证书)考文垂大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
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(2015/09) Drone Imagery Economics
- 2. Mapping Cost will be zero.
- 3. Maps will be made for humans machines.
- 6. • Started by Stephen Mather on Apr 2014 • self-described as “an Open Source Toolkit for Processing Drone Imagery” • 31 contributors • installation takes 10m on EC2 • dead easy usage: ./run.pl in images directory
- 14. • OpenDroneMap makes drone imagery data processing as easy as running a single command • ~80pics take 1h10m on a 16-core EC2 machine • but: several steps are quadratic in runtime in # images and resolution • performance improvements underway • Where to host drone Orthophotos?
- 15. • OpenAerialMap is infrastructure for a “simple open way to host and provide access to imagery”* • Re-Initiated by HOT in 2015; grant from Humanitarian Innovation Fund • “supporting humanitarian organizations involved in emergency preparedness and response activities”** * https://github.com/hotosm/OpenAerialMap ** https://docs.google.com/document/d/ 1Cyj3x4MWzif3avAviELNaRThKhBdDoAA0sy38kwyH_g/edit
- 17. http://beta.openaerialmap.org/ 0. Search & Filter
- 18. http://beta.openaerialmap.org/ 1. Select Area 0. Search & Filter
- 19. http://beta.openaerialmap.org/ 1. Select Area 2. Download Orthoimages0. Search & Filter
- 20. OpenAerialMap • OpenSource Project & Infrastructure • Solves rapid sharing of imagery data for humanitarian purposes • Clever data federation architecture by separating indexing from data storage leveraging Object Storage (Amazon S3) • mostly satellite images & some drone imagery • 1.1k images indexed yet
- 21. A Bigger Picture • OpenDroneMap: free drone image processing • OpenAerialMap: free 2D image hosting, etc. • OpenTerrain: free terrain model hosting, etc. • ArduPilot: free flight control & automation • DIY Drones, OpenUAV, et. al.: free UAV blueprints
- 23. Drone Imagery Economics 101 w/ OpenDroneMap • Drone w/ 4K camera: $1000 range • Storing 250 high-res images: $0.01 / month (Google Cloud Storage) • Processing those images: 2h or ~$0.40 (AWS EC2 c4.x4large spot instances) • 4k Camera @ 1cm resolution & 50% overlap: 250 pictures cover 0.2km2
- 24. 5 times a day, 1 drone surveying 0.2km2 Per Day Per Month Per Year Drone* $0.92 $27.78 $333 Data Storage $0.05 $1.50 $117 Data Processing $2.00 $60.00 $720 Covered Area 1km2 30km2 360km2 Total Cost ~$3 $90 $1170 * 3y amortization
- 25. 5 times a day, 1 drone surveying 0.2km2 Per Day Per Month Per Year Drone* $0.92 $27.78 $333 Data Storage $0.05 $1.50 $117 Data Processing $2.00 $60.00 $720 Covered Area 1km2 30km2 360km2 Total Cost ~$3 $90 $1170 * 3y amortization Friedrichshain- Kreuzberg: 20.16km2
- 26. 3D Mapping Berlin* Refresh Rate Year Month Week Day # Drones 3 30 128 892 Monthly Cost $270 $2.700 ~$12.000 ~$80.000 * Berlin: 892 km2; Drone month: $90 / 30km2
- 27. … even more numbers Quadrocopter Airplane Landsat 8 Acquisition $1.000 $300.000 $850.000.000 Operations $600 $150.000 (pilot + …) $30.000.000 Amortization 3 years 15 years 30 years Per Year $900 ~$170.000 ~$60.000.000 http://robohub.org/price-wars-counting-the-cost-of-drones-planes-and-satellites/ http://spacenews.com/40841nasa-official-a-landsat-8-clone-would-cost-more-than-650-million/
- 29. $19
- 31. Some Consequences • Trade very accurate, highly-priced gear with super-inexpensive smartphone-scale chips • $100 autonomous drones mapping cost approaches $0, becomes a “Big Data’esk game” • Data Acquisition Cost < Total Derivable Value • Guiding questions: how stale may imagery data be? What else can we do with it?
- 32. Historic Mapping Shift? • Maps used to be power tools of the world, for humans, by humans. • Machine Vision for Autonomous Systems has different maps needs • Maps will be built for autonomous systems, human-scale map only a side-effect
- 33. Open Questions • At some point, drone manufacturers will truly leverage smartphone market economics • When will the first company deliver the autonomous $100 drone with 8K+ video? • How will legislation react to this? • How will 100MP+ camera chips on $1000 drones change the quality in the data collection game? • OMG Privacy??
- 34. Summary • Drones are quite cheap already. Economics works. • Historic power shift in maps and maps’ users. • Mapping cost will approach $0. • 3D maps: machines & robots the primary user.
- 35. Thank you
- 36. Megapixels 0 4 8 12 16 2012 2013 2014 2015 iPhone Samsung Galaxy Smartphone Cameras
- 37. Moore’s Law • 2x transistor count every 1.5y • translated into equiv speed up every generation • Now Moore’s law works in “opposite direction” • same performance, half the size every 1.5y • 8 Core CPUs w/ less than 4Watt power draw • Drones will become smaller & cheaper keeping the overall performance level